The COVID-19 Situation Report is a data intensive report that tries to portray an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic. If you would like to add additional metrics to this report, please send a mail to the author at .

Date of Report

Numbers as on EOD 

## [1] "2021-01-27"

COVID-19 Overall Stats (Worldwide)

Overall Confirmed Cases Count Worldwide 

## [1] "100866032 (up from 100276548 yesterday: 0.59 % increase)"

Overall Deaths Worldwide

Please note that the deaths is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] "2174129 (up from 2157482 yesterday: 0.77 % increase)"

Overall Confirmed Cases Count Worldwide in the past 21 Days 

## [1] 13582152

Overall Fatality Rate Worldwide in %

Please note that the fatality rate is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] 2.16



In- Depth Country Wise Stats (With Atleast 100000 COVID-19 Confirmations)

Overall Confirmed Cases and Deaths- Country Wise (With Fatality Rates)

Country_Region TotalConfirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days TotalDeaths NewDeaths DeathsPercentIncrease FatalityRate
US 25598061 152478 0.60 4204597 429195 3943 0.93 1.68
India 10701193 11666 0.11 305915 153847 123 0.08 1.44
Brazil 8996876 63520 0.71 1123046 220161 1283 0.59 2.45
Russia 3733692 17464 0.47 459077 69971 580 0.84 1.87
United Kingdom 3725637 25369 0.69 880372 102085 1726 1.72 2.74
France 3165449 26951 0.86 402333 74600 350 0.47 2.36
Spain 2670102 40285 1.53 687558 57291 497 0.88 2.15
Italy 2501147 15191 0.61 299202 86889 467 0.54 3.47
Turkey 2449839 7489 0.31 165908 25476 132 0.52 1.04
Germany 2179679 15636 0.72 338451 54498 879 1.64 2.50
Colombia 2055305 13953 0.68 335534 52523 395 0.76 2.56
Argentina 1896053 10843 0.58 219882 47435 182 0.39 2.50
Mexico 1806849 17944 1.00 327014 153639 1623 1.07 8.50
Poland 1489512 6790 0.46 144749 36054 389 1.09 2.42
South Africa 1430648 7070 0.50 281057 42550 753 1.80 2.97
Iran 1392314 6608 0.48 130411 57651 91 0.16 4.14
Ukraine 1241863 4053 0.33 117381 23307 159 0.69 1.88
Peru 1107239 0 0.00 85221 40107 0 0.00 3.62
Indonesia 1024298 11948 1.18 235896 28855 387 1.36 2.82
Netherlands 974972 4816 0.50 121912 13841 69 0.50 1.42
Czechia 956155 9209 0.97 179188 15791 173 1.11 1.65
Canada 765865 4168 0.55 134399 19060 79 0.42 2.49
Romania 718612 3174 0.44 64605 18015 77 0.43 2.51
Chile 709888 3388 0.48 84405 18040 17 0.09 2.54
Belgium 699662 3020 0.43 43930 20933 54 0.26 2.99
Portugal 668951 15073 2.31 222345 11305 293 2.66 1.69
Israel 621590 4422 0.72 158142 4605 92 2.04 0.74
Iraq 616259 879 0.14 16294 13018 8 0.06 2.11
Sweden 560472 4183 0.75 90724 11425 178 1.58 2.04
Pakistan 539387 1910 0.36 44312 11514 64 0.56 2.13
Bangladesh 533444 528 0.10 14546 8072 17 0.21 1.51
Philippines 518407 2241 0.43 37670 10481 95 0.91 2.02
Switzerland 517705 2222 0.43 46916 9260 56 0.61 1.79
Morocco 468383 890 0.19 21302 8207 20 0.24 1.75
Austria 408781 1641 0.40 36591 7564 49 0.65 1.85
Serbia 389045 1839 0.47 36925 3944 20 0.51 1.01
Japan 376482 3937 1.06 116961 5388 90 1.70 1.43
Saudi Arabia 367023 216 0.06 3646 6363 4 0.06 1.73
Hungary 361881 1004 0.28 30113 12198 85 0.70 3.37
Jordan 323111 870 0.27 20255 4262 14 0.33 1.32
Panama 315400 1566 0.50 50444 5176 39 0.76 1.64
Lebanon 289660 3906 1.37 89735 2553 76 3.07 0.88
United Arab Emirates 289086 3939 1.38 70320 811 6 0.75 0.28
Nepal 270375 283 0.10 7182 2020 3 0.15 0.75
Georgia 255564 742 0.29 21685 3108 12 0.39 1.22
Ecuador 243535 1389 0.57 26158 14704 36 0.25 6.04
Slovakia 241392 2775 1.16 45345 4361 101 2.37 1.81
Belarus 241133 1651 0.69 36175 1678 10 0.60 0.70
Croatia 230359 857 0.37 14073 4913 31 0.63 2.13
Kazakhstan 230188 1496 0.65 24255 3040 5 0.16 1.32
Azerbaijan 229584 226 0.10 7384 3105 5 0.16 1.35
Bulgaria 217014 598 0.28 10622 8944 28 0.31 4.12
Bolivia 208074 2866 1.40 41093 10167 62 0.61 4.89
Dominican Republic 207455 1150 0.56 31077 2579 15 0.59 1.24
Tunisia 202323 1661 0.83 52442 6446 76 1.19 3.19
Denmark 197224 592 0.30 21561 2051 20 0.98 1.04
Malaysia 194114 3680 1.93 68676 707 7 1.00 0.36
Costa Rica 192066 721 0.38 17028 2584 17 0.66 1.35
Ireland 191182 1331 0.70 70028 3120 54 1.76 1.63
Lithuania 179212 1278 0.72 26997 2716 28 1.04 1.52
Armenia 166427 195 0.12 5574 3056 4 0.13 1.84
Egypt 163761 632 0.39 18171 9115 48 0.53 5.57
Kuwait 162862 580 0.36 10424 957 0 0.00 0.59
Slovenia 161662 1850 1.16 29938 3425 19 0.56 2.12
Moldova 157626 654 0.42 9755 3396 15 0.44 2.15
West Bank and Gaza 156996 603 0.39 12739 1808 5 0.28 1.15
Guatemala 156497 1038 0.67 16295 5513 27 0.49 3.52
Greece 154083 857 0.56 11816 5724 32 0.56 3.71
Qatar 149933 338 0.23 4872 248 0 0.00 0.17
Honduras 144007 1127 0.79 19108 3512 26 0.75 2.44
Burma 138802 434 0.31 10624 3089 7 0.23 2.23
Ethiopia 135045 476 0.35 8259 2083 8 0.39 1.54
Oman 133574 167 0.13 3686 1525 1 0.07 1.14
Paraguay 130163 769 0.59 18469 2668 17 0.64 2.05
Nigeria 126160 1861 1.50 31791 1543 21 1.38 1.22
Venezuela 124958 433 0.35 10050 1165 6 0.52 0.93
Bosnia and Herzegovina 120864 332 0.28 7472 4643 22 0.48 3.84
Libya 116064 765 0.66 13184 1802 13 0.73 1.55
Algeria 106359 262 0.25 5239 2877 6 0.21 2.70
Bahrain 101116 427 0.42 6832 371 1 0.27 0.37
Kenya 100323 130 0.13 2925 1751 1 0.06 1.75

In Depth USA Stats (State Wise Figures)

Confirmed Cases and Deaths- States of USA (With Fatality Rates)

State Confirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
California 3250649 15604 0.48 682806 38817 549 1.43 1.19 82269.45 982.40 1 in 12
Texas 2309220 18599 0.81 424421 35877 457 1.29 1.55 79639.59 1237.31 1 in 13
Florida 1676171 8408 0.50 266265 25833 160 0.62 1.54 78042.25 1202.78 1 in 13
New York 1369072 10365 0.76 304775 42887 161 0.38 3.13 70376.42 2204.58 1 in 14
Illinois 1112181 3751 0.34 112893 20949 96 0.46 1.88 87768.05 1653.20 1 in 11
Georgia 885605 6384 0.73 171765 13643 161 1.19 1.54 83410.54 1284.96 1 in 12
Ohio 878284 5366 0.61 135467 10931 75 0.69 1.24 75137.01 935.14 1 in 13
Pennsylvania 822582 5821 0.71 134184 21032 214 1.03 2.56 64254.23 1642.87 1 in 16
Arizona 738561 5918 0.81 163881 12643 195 1.57 1.71 96989.02 1660.30 1 in 10
North Carolina 733010 5587 0.77 150662 8915 139 1.58 1.22 69889.79 850.01 1 in 14
Tennessee 715806 3400 0.48 90426 9316 154 1.68 1.30 104754.54 1363.35 1 in 10
New Jersey 676537 4756 0.71 116480 21220 115 0.54 3.14 76167.81 2389.05 1 in 13
Indiana 617176 2230 0.36 77947 9845 38 0.39 1.60 91674.97 1462.37 1 in 11
Michigan 604233 2065 0.34 52735 15314 9 0.06 2.53 60502.82 1533.42 1 in 17
Wisconsin 585600 1559 0.27 49601 6302 38 0.61 1.08 100576.49 1082.37 1 in 10
Massachusetts 509503 3320 0.66 105450 14304 84 0.59 2.81 73315.03 2058.28 1 in 14
Virginia 488553 5227 1.08 111253 6228 54 0.87 1.27 57237.64 729.66 1 in 17
Missouri 467531 1547 0.33 47461 6988 34 0.49 1.49 76177.02 1138.59 1 in 13
Minnesota 457317 827 0.18 29730 6192 18 0.29 1.35 81089.87 1097.94 1 in 12
Alabama 449086 3177 0.71 64902 7172 276 4.00 1.60 91590.67 1462.72 1 in 11
South Carolina 427231 3564 0.84 93996 6673 95 1.44 1.56 82978.20 1296.05 1 in 12
Louisiana 392416 3854 0.99 58892 8688 67 0.78 2.21 84412.43 1868.87 1 in 12
Colorado 390296 1676 0.43 40846 5552 35 0.63 1.42 67774.59 964.10 1 in 15
Oklahoma 379110 2686 0.71 67537 3388 65 1.96 0.89 95808.13 856.21 1 in 10
Kentucky 352934 2415 0.69 66394 3542 47 1.34 1.00 78997.28 792.81 1 in 13
Maryland 346559 1939 0.56 53655 6996 33 0.47 2.02 57323.41 1157.19 1 in 17
Utah 340684 2009 0.59 47964 1620 7 0.43 0.48 106265.90 505.31 1 in 9
Iowa 316114 1112 0.35 25338 4500 8 0.18 1.42 100192.39 1426.28 1 in 10
Washington 305289 1807 0.60 44537 4211 44 1.06 1.38 40091.04 553.00 1 in 25
Arkansas 288964 1777 0.62 46371 4742 52 1.11 1.64 95752.40 1571.33 1 in 10
Kansas 274746 3168 1.17 35549 3707 94 2.60 1.35 94307.03 1272.43 1 in 11
Nevada 273873 1020 0.37 36480 4134 46 1.13 1.51 88915.30 1342.14 1 in 11
Mississippi 268672 2074 0.78 40437 5917 65 1.11 2.20 90275.05 1988.14 1 in 11
Connecticut 247339 2440 1.00 47885 6976 42 0.61 2.82 69374.22 1956.64 1 in 14
Nebraska 188784 662 0.35 16315 1917 12 0.63 1.02 97592.65 991.00 1 in 10
New Mexico 171047 751 0.44 21063 3198 27 0.85 1.87 81574.13 1525.16 1 in 12
Idaho 161212 620 0.39 15106 1714 26 1.54 1.06 89958.79 956.44 1 in 11
Oregon 140063 708 0.51 19840 1924 20 1.05 1.37 33208.09 456.17 1 in 30
West Virginia 117775 797 0.68 23097 1953 25 1.30 1.66 65901.13 1092.80 1 in 15
Rhode Island 113009 613 0.55 17546 2135 9 0.42 1.89 106676.57 2015.37 1 in 9
South Dakota 107608 228 0.21 5924 1739 34 1.99 1.62 121637.83 1965.73 1 in 8
North Dakota 97160 154 0.16 3328 1441 1 0.07 1.48 127496.19 1890.92 1 in 8
Montana 92531 371 0.40 8471 1201 16 1.35 1.30 86576.45 1123.71 1 in 12
Puerto Rico 92244 175 0.19 12632 1794 11 0.62 1.94 28883.17 561.73 1 in 35
Delaware 75832 342 0.45 14103 1072 7 0.66 1.41 77875.13 1100.88 1 in 13
New Hampshire 63563 391 0.62 14725 1006 12 1.21 1.58 46747.43 739.86 1 in 21
Alaska 53670 183 0.34 4771 261 1 0.38 0.49 73365.27 356.78 1 in 14
Wyoming 51368 216 0.42 5478 596 0 0.00 1.16 88755.42 1029.79 1 in 11
Maine 38170 460 1.22 11080 562 4 0.72 1.47 28395.82 418.09 1 in 35
District of Columbia 35865 165 0.46 5383 895 7 0.79 2.50 50818.35 1268.16 1 in 20
Hawaii 25652 94 0.37 3042 403 3 0.75 1.57 18117.46 284.63 1 in 55
Vermont 11379 94 0.83 3221 172 1 0.58 1.51 18235.90 275.65 1 in 55

US Tested- Confirmed Funnel (All States)

State Level Figures

State Tested Confirmed ConfirmationRate TestedinPast21Days ConfirmedinPast21Days ConfirmationRateForPast21Days TestsPerMillPopl
1 California 41252482 3250649 7.88 6703861 682806 10.19 1044043.6
2 Texas 16837794 2309220 13.71 2467641 424421 17.20 580696.1
3 Florida 18631782 1676171 9.00 2321344 266265 11.47 867492.8
4 New York 31128149 1369072 4.40 4794467 304775 6.36 1600126.0
5 Illinois 15633443 1112181 7.11 1935015 112893 5.83 1233717.2
6 Georgia 6296044 885605 14.07 772823 171765 22.23 592991.7
7 Ohio 8872864 878284 9.90 964219 135467 14.05 759071.6
8 Pennsylvania 4408553 822582 18.66 398208 134184 33.70 344364.7
9 Arizona 3394642 738561 21.76 420608 163881 38.96 445789.8
10 North Carolina 8656129 733010 8.47 1412911 150662 10.66 825329.9
11 Tennessee 6339869 715806 11.29 540780 90426 16.72 927807.3
12 New Jersey 9295008 676537 7.28 1181485 116480 9.86 1046477.1
13 Indiana 6830296 617176 9.04 935791 77947 8.33 1014568.3
14 Michigan 9219943 604233 6.55 855013 52735 6.17 923207.7
15 Wisconsin 6050119 585600 9.68 571952 49601 8.67 1039104.8
16 Massachusetts 13192478 509503 3.86 1883693 105450 5.60 1898334.0
17 Virginia 5112697 488553 9.56 684486 111253 16.25 598990.8
18 Missouri 4086146 467531 11.44 361543 47461 13.13 665775.0
19 Minnesota 6096425 457317 7.50 577247 29730 5.15 1080996.9
20 Alabama 2106035 449086 21.32 184825 64902 35.12 429523.9
21 South Carolina 4072097 427231 10.49 745221 93996 12.61 790895.9
22 Louisiana 4908042 392416 8.00 573050 58892 10.28 1055766.7
23 Colorado 5310316 390296 7.35 712561 40846 5.73 922132.2
24 Oklahoma 3115197 379110 12.17 356274 67537 18.96 787268.1
25 Kentucky 3545049 352934 9.96 297677 66394 22.30 793488.9
26 Maryland 6819049 346559 5.08 886269 53655 6.05 1127920.9
27 Utah 2557878 340684 13.32 245495 47964 19.54 797851.4
28 Iowa 1241079 316114 25.47 55601 25338 45.57 393360.2
29 Washington 4446844 305289 6.87 497212 44537 8.96 583966.7
30 Arkansas 2379938 288964 12.14 275615 46371 16.82 788626.9
31 Kansas 1159776 274746 23.69 122257 35549 29.08 398095.1
32 Nevada 2445386 273873 11.20 283257 36480 12.88 793916.3
33 Mississippi 1563160 268672 17.19 151347 40437 26.72 525229.1
34 Connecticut 5633306 247339 4.39 1104529 47885 4.34 1580042.8
35 Nebraska 2052707 188784 9.20 257025 16315 6.35 1061155.1
36 New Mexico 2271257 171047 7.53 238679 21063 8.82 1083186.6
37 Idaho 595187 161212 27.09 43161 15106 35.00 332123.6
38 Oregon 3105100 140063 4.51 363984 19840 5.45 736200.5
39 West Virginia 1890498 117775 6.23 301639 23097 7.66 1057830.2
40 Rhode Island 2451147 113009 4.61 371222 17546 4.73 2313797.7
41 South Dakota 399210 107608 26.96 20169 5924 29.37 451258.6
42 North Dakota 1333029 97160 7.29 70356 3328 4.73 1749239.6
43 Montana 929959 92531 9.95 112817 8471 7.51 870114.3
45 Delaware 1200135 75832 6.32 179806 14103 7.84 1232470.1
46 New Hampshire 1224489 63563 5.19 156378 14725 9.42 900550.9
47 Alaska 1467400 53670 3.66 156385 4771 3.05 2005891.6
48 Wyoming 616677 51368 8.33 98838 5478 5.54 1065516.0
49 Maine 1351461 38170 2.82 200405 11080 5.53 1005392.8
50 District of Columbia 1064329 35865 3.37 132227 5383 4.07 1508084.3
51 Hawaii 953191 25652 2.69 116845 3042 2.60 673218.3
52 Vermont 862821 11379 1.32 140076 3221 2.30 1382750.3

In Depth Italy Stats (Region Wise Figures)

Confirmed Cases and Deaths- Regions of Italy (With Fatality and Confirmation Rates)

Region Swabs Confirmations NewConfirmations CasesPercentIncrease ConfirmationRate HospitalizedWithSymptoms IntensiveCare ActiveCases Deceased FatalityRate
Lombardia 5525624 530281 2293 0.43 9.60 3573 377 49038 26851 5.06
Veneto 4002008 309337 2385 0.78 7.73 1700 258 41345 8757 2.83
Piemonte 1995478 219826 821 0.37 11.02 2280 163 12401 8693 3.95
Campania 2367290 216930 1178 0.55 9.16 1447 107 62995 3669 1.69
Emilia-Romagna 3013616 213501 923 0.43 7.08 2281 210 48106 9307 4.36
Lazio 3230142 200944 1338 0.67 6.22 2508 283 64903 4827 2.40
Sicilia 1678136 132603 996 0.76 7.90 1421 232 47030 3334 2.51
Toscana 2174158 132129 502 0.38 6.08 676 103 8405 4130 3.13
Puglia 1276613 118739 1233 1.05 9.30 1410 182 53443 3092 2.60
Liguria 834479 68396 268 0.39 8.20 591 68 4245 3278 4.79
Friuli Venezia Giulia 1115834 65524 584 0.90 5.87 646 61 11392 2325 3.55
Marche 669151 53860 466 0.87 8.05 554 72 8986 1909 3.54
Abruzzo 656886 41450 344 0.84 6.31 402 40 10076 1441 3.48
P.A. Bolzano 469487 37908 548 1.47 8.07 217 32 14244 855 2.26
Sardegna 564745 37647 251 0.67 6.67 471 43 16548 962 2.56
Umbria 602935 34825 415 1.21 5.78 334 50 5129 756 2.17
Calabria 506929 31774 263 0.83 6.27 274 22 9373 578 1.82
P.A. Trento 515843 26648 242 0.92 5.17 201 35 2068 1143 4.29
Basilicata 208294 13045 74 0.57 6.26 81 2 6950 319 2.45
Molise 134263 8016 63 0.79 5.97 51 8 1022 261 3.26
Valle d’Aosta 69112 7764 17 0.22 11.23 43 4 270 402 5.18

In Depth Canada Stats (With Province Level Figures)

Confirmed Cases and Deaths- Provinces of Canada (With Fatality Rates)

Province Confirmed NewConfirmations CasesPercentIncrease Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Ontario 265150 1786 0.68 5978 57 0.96 2.25 18022.91 406.34 1 in 55
Quebec 257330 1328 0.52 9142 0 0.00 3.55 30140.53 1070.78 1 in 33
Alberta 122360 459 0.38 1599 12 0.76 1.31 27726.25 362.33 1 in 36
British Columbia 65719 485 0.74 1172 4 0.34 1.78 12858.55 229.31 1 in 78
Manitoba 28996 94 0.33 813 4 0.49 2.80 21049.47 590.19 1 in 48
Saskatchewan 22646 0 0.00 268 0 0.00 1.18 19164.47 226.80 1 in 52
Nova Scotia 1570 0 0.00 65 0 0.00 4.14 1606.21 66.50 1 in 623
New Brunswick 1175 14 1.21 16 2 14.29 1.36 1506.42 20.51 1 in 664
Newfoundland and Labrador 400 2 0.50 4 0 0.00 1.00 767.22 7.67 1 in 1303
Nunavut 282 0 0.00 1 0 0.00 0.35 NA NA 1 in NA
Prince Edward Island 110 0 0.00 0 0 NaN 0.00 695.51 0.00 1 in 1438
Yukon 70 0 0.00 1 0 0.00 1.43 1704.08 24.34 1 in 587
Northwest Territories 31 0 0.00 0 0 NaN 0.00 690.36 0.00 1 in 1449
Repatriated Travellers 13 0 0.00 0 0 NaN 0.00 NA NA 1 in NA

Time Series Curves (Top 20 Countries with the Highest Cases)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most confirmed COVID-19 cases as of today in decreasing order of confirmations.

Confirmed Cases Count (Linear)

Country Wise Time Series Curve

Confirmed Cases Count (Logarithmic)

Country Wise Time Series Curve

Time Series Curves (Top 20 Countries with the Highest Deaths)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most COVID-19 deaths as of today in decreasing order of confirmations.

Death Count (Linear)

Country Wise Time Series Curve

Death Count (Logarithmic)

Country Wise Time Series Curve

Epidemic Curve: Delta in the past 24 hrs (Top 20 Countries with the Highest Cases)

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various countries. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 20 countries in the world as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Delta in Confirmed Cases

Number of New Cases in the past 24 hrs

Delta in Deaths

Number of Deaths in the past 24 hrs

Measuring Outbreak Velocity: 5 Day Lagging Average Doubling Time (Top 20 Countries with the Highest Cases)

The velocity of an outbreak is determined by a construct known as doubling time. This value describes the number of days, on average, required for the number of cases to double in a given area. For our analysis we use average doubling time, which can be defined as the number of days, on average, required for the average number of COVID-19 cases to double in a given area.

This measure can describe COVID-19 behavior worldwide, in a country, or even in a smaller region such as a state. For our analysis, we will discuss average doubling time at a national level for the top 20 most affected countries.

Below, we have calculated average doubling time for several nations, on a trailing, rolling 5-day basisbased on today’s case values. A decline in average doubling time indicates that the COVID-19 outbreak (confirmation rate) is accelerating (average cases double in fewer days), while an increase of average doubling time indicates that the outbreak is slowing.

Ideally, when social distancing and lockdowns are implemented aggressively in a country and after some period of delay, doubling times should begin to increase in a matter of days, weeks, or months, depending upon the severity of the epidemic and the degree of social distancing achievable.

Given the fact that many countries across the world have already enacted or implemented social distancing measures, this is why one should be cautious not to extrapolate COVID-19 growth rates from trailing statistics.

5 Day Lagging Avg Doubling Time of Confirmations

Confirmed Cases and Deaths Per Million Population and Infection Odds

This metric confirmed cases per million population and deaths per million population shows the extent to which the disease has spread with respect to the population of the country. The metric Infection Odds shows 1 in how many people are infected with COVID-19 in the corresponding country.

For the top 20 countries with most confirmed cases excluding cruise ships

Country_Region ConfirmedCasesPerMillionPopl DeathsPerMillionPopl InfectionOdds
US 78233.68 1311.72 1 in 13
India 7991.93 114.90 1 in 125
Brazil 42985.55 1051.89 1 in 23
Russia 25838.70 484.23 1 in 39
United Kingdom 56075.21 1536.50 1 in 18
France 47252.56 1113.60 1 in 21
Spain 57224.65 1227.84 1 in 17
Italy 41354.94 1436.66 1 in 24
Turkey 30316.04 315.26 1 in 33
Germany 26327.81 658.27 1 in 38
Colombia 41885.16 1070.37 1 in 24
Argentina 42829.30 1071.49 1 in 23
Mexico 13984.90 1189.16 1 in 72
Poland 39218.33 949.29 1 in 25
South Africa 25222.99 750.18 1 in 40
Iran 17155.17 710.34 1 in 58
Ukraine NA NA 1 in NA
Peru 34418.37 1246.72 1 in 29
Indonesia 3879.92 109.30 1 in 258
Netherlands 56750.41 805.65 1 in 18

US Detailed State and County Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the state/ county level in USA.

Epidemic Curve: Delta in Confirmed Cases in US States

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various US states. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 30 states in USA as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in US States

Number of Deaths in the past 24 hrs

Top 100 US Counties with the Highest Cases and Deaths

All NYC boroughs are mentioned together as New York County

County State Confirmations Deaths FatalityRate
Los Angeles California 1091712 15897 1.46
Maricopa Arizona 459501 7174 1.56
Cook Illinois 448546 9305 2.07
Miami-Dade Florida 364123 4768 1.31
Harris Texas 306495 4111 1.34
San Bernardino California 269314 1746 0.65
Riverside California 268490 3003 1.12
Dallas Texas 252047 2715 1.08
Orange California 240314 2839 1.18
San Diego California 231481 2465 1.06
Tarrant Texas 211076 2113 1.00
Clark Nevada 210581 3164 1.50
Queens New York 171214 8033 4.69
Broward Florida 168653 2062 1.22
Kings New York 167948 8278 4.93
Bexar Texas 164270 2216 1.35
Suffolk New York 138812 2739 1.97
Salt Lake Utah 128020 659 0.51
Nassau New York 124119 2648 2.13
Bronx New York 114800 5369 4.68
El Paso Texas 111689 2071 1.85
Philadelphia Pennsylvania 108222 2845 2.63
Palm Beach Florida 103862 2139 2.06
Franklin Ohio 103088 708 0.69
Milwaukee Wisconsin 102268 1151 1.13
Orange Florida 100571 913 0.91
Santa Clara California 99702 1314 1.32
Middlesex Massachusetts 99560 3065 3.08
Pima Arizona 98743 1680 1.70
Hillsborough Florida 98230 1270 1.29
Wayne Michigan 95847 3947 4.12
Hennepin Minnesota 94872 1509 1.59
Westchester New York 91223 1864 2.04
Kern California 91119 591 0.65
Cuyahoga Ohio 87464 1157 1.32
Fresno California 86673 1084 1.25
Marion Indiana 85215 1342 1.57
Sacramento California 85062 1194 1.40
Mecklenburg North Carolina 83816 741 0.88
Utah Utah 83004 281 0.34
New York New York 82127 3535 4.30
St. Louis Missouri 82071 1664 2.03
Gwinnett Georgia 81132 728 0.90
Shelby Tennessee 79637 1223 1.54
Duval Florida 79391 891 1.12
King Washington 76559 1230 1.61
Essex Massachusetts 75810 1929 2.54
Fulton Georgia 75399 923 1.22
Providence Rhode Island 74238 1582 2.13
Davidson Tennessee 73910 719 0.97
Oklahoma Oklahoma 73512 561 0.76
Alameda California 72024 929 1.29
DuPage Illinois 71529 1183 1.65
Fairfield Connecticut 71416 1917 2.68
Collin Texas 70414 550 0.78
Suffolk Massachusetts 69882 1541 2.21
Oakland Michigan 69772 1878 2.69
Allegheny Pennsylvania 68087 1471 2.16
Ventura California 67526 546 0.81
Travis Texas 66859 696 1.04
Prince George’s Maryland 66535 1213 1.82
Hamilton Ohio 65638 457 0.70
Jefferson Alabama 65606 1094 1.67
Bergen New Jersey 65338 2457 3.76
Jefferson Kentucky 64744 656 1.01
Essex New Jersey 63084 2522 4.00
Hartford Connecticut 62520 2086 3.34
Wake North Carolina 62477 413 0.66
New Haven Connecticut 62396 1774 2.84
Tulsa Oklahoma 62297 557 0.89
Hidalgo Texas 62249 2404 3.86
Middlesex New Jersey 62018 1891 3.05
Cobb Georgia 60876 716 1.18
Douglas Nebraska 60621 573 0.95
San Joaquin California 60545 844 1.39
Will Illinois 60378 898 1.49
Hudson New Jersey 59684 1848 3.10
Fairfax Virginia 58092 762 1.31
Pinellas Florida 57774 1269 2.20
Worcester Massachusetts 57742 1802 3.12
Montgomery Maryland 57685 1292 2.24
Contra Costa California 55593 492 0.89
Erie New York 55593 1433 2.58
Macomb Michigan 55390 1831 3.31
Lake Illinois 55275 934 1.69
Denver Colorado 54979 730 1.33
Greenville South Carolina 53974 663 1.23
Denton Texas 51857 494 0.95
Lee Florida 51455 779 1.51
Passaic New Jersey 50233 1585 3.16
Union New Jersey 50154 1654 3.30
DeKalb Georgia 49958 625 1.25
Stanislaus California 49690 808 1.63
Sedgwick Kansas 49435 517 1.05
Johnson Kansas 49248 646 1.31
Fort Bend Texas 48982 467 0.95
Polk Florida 48974 953 1.95
Kent Michigan 48900 642 1.31
Bristol Massachusetts 48775 1309 2.68
Ocean New Jersey 48406 1631 3.37

Overall US Choropleth Map

Choropleths are an ideal way to visualize the past/ current COVID-19 hotspots within a country. The below were the overall (not current) hotspots in the US.

County level COVID-19 Confirmations Map

Canada Detailed Province Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the province level in Canada.

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in the most affected Canadian provinces- Quebec, Ontario, Alberta and British Columbia. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Epidemic Curve: Delta in Confirmed Cases in Canadian Provinces

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in Canadian Provinces

Number of Deaths in the past 24 hrs

Data Sources

Github Repo: CSSEGISandData, The NY Times, amodm/api-covid19-in and pcm-dpc